In [1]:
Current Working Directory: /Users/darioperez/Documents/School/MSDS-570-01 - Fall 2024 Visual & Unstruct Data Analysi/Exercises
In [4]:
'open', 'high', 'low', 'close', 'volume'
Warning: Missing column 'volume'. Adding placeholder.
                      date          open          high           low  \
count                 5240   5240.000000   5240.000000   5240.000000   
mean   2017-09-17 12:00:00  13286.521682  13606.123448  12951.583925   
min    2010-07-17 00:00:00      0.049510      0.049510      0.010000   
25%    2014-02-15 18:00:00    235.370000    239.125000    231.292500   
50%    2017-09-17 12:00:00   3608.970000   3689.410000   3548.395000   
75%    2021-04-19 06:00:00  20038.875000  20457.150000  19592.225000   
max    2024-11-19 00:00:00  91235.400000  94015.000000  90298.300000   
std                    NaN  19270.456686  19715.406770  18812.996408   

              close  volume  
count   5240.000000  5240.0  
mean   13304.450149     0.0  
min        0.049510     0.0  
25%      235.395000     0.0  
50%     3612.140000     0.0  
75%    20062.475000     0.0  
max    91941.900000     0.0  
std    19300.594885     0.0  
            open      high       low     close  volume
open    1.000000  0.999632  0.999427  0.999265     NaN
high    0.999632  1.000000  0.999311  0.999686     NaN
low     0.999427  0.999311  1.000000  0.999609     NaN
close   0.999265  0.999686  0.999609  1.000000     NaN
volume       NaN       NaN       NaN       NaN     NaN
In [32]:
In [5]:
Summary statistics for HBAR:
                      date         open         high          low        close
count                 1888  1888.000000  1888.000000  1888.000000  1888.000000
mean   2022-04-20 12:00:00     0.106580     0.111864     0.101368     0.106621
min    2019-09-20 00:00:00     0.010080     0.010520     0.009735     0.010080
25%    2021-01-03 18:00:00     0.045315     0.046898     0.043494     0.045315
50%    2022-04-20 12:00:00     0.061859     0.064044     0.059890     0.061883
75%    2023-08-05 06:00:00     0.115764     0.123863     0.109874     0.116332
max    2024-11-19 00:00:00     0.522000     0.572800     0.460700     0.521800
std                    NaN     0.098820     0.104818     0.092954     0.098814

Correlation matrix:


Summary statistics for IOTA:
                      date         open         high          low        close
count                 2717  2717.000000  2717.000000  2717.000000  2717.000000
mean   2021-03-02 00:00:00     0.587961     0.621143     0.550818     0.587828
min    2017-06-13 00:00:00     0.103038     0.107319     0.075510     0.102820
25%    2019-04-23 00:00:00     0.222293     0.229800     0.213376     0.222016
50%    2021-03-02 00:00:00     0.297200     0.309500     0.284000     0.297200
75%    2023-01-10 00:00:00     0.739200     0.772677     0.700640     0.738995
max    2024-11-19 00:00:00     5.320000     5.800000     4.510000     5.320000
std                    NaN     0.656680     0.712179     0.594870     0.656857

Correlation matrix:


Summary statistics for KSM:
                      date         open         high          low        close
count                 1742  1742.000000  1742.000000  1742.000000  1742.000000
mean   2022-07-02 12:00:00    98.235808   103.506386    92.790237    98.241960
min    2020-02-13 00:00:00     1.197000     1.378000     1.138000     1.307000
25%    2021-04-23 06:00:00    22.934275    23.598875    22.273550    22.933775
50%    2022-07-02 12:00:00    35.841800    37.269000    34.310850    35.840250
75%    2023-09-10 18:00:00   127.693250   133.218250   121.971000   127.585000
max    2024-11-19 00:00:00   596.970000   634.340000   561.060000   596.970000
std                    NaN   126.588578   134.255723   118.842645   126.580393

Correlation matrix:


Summary statistics for SAND:
                                date         open         high          low  \
count                           1553  1553.000000  1553.000000  1553.000000   
mean   2022-10-05 00:00:00.000000256     0.920708     0.968455     0.872518   
min              2020-08-20 00:00:00     0.030840     0.031860     0.028880   
25%              2021-09-12 00:00:00     0.306849     0.320803     0.297969   
50%              2022-10-05 00:00:00     0.515394     0.532908     0.491788   
75%              2023-10-28 00:00:00     0.795559     0.838800     0.759643   
max              2024-11-19 00:00:00     7.708050     8.472050     6.936350   
std                              NaN     1.237438     1.310692     1.161029   

             close  
count  1553.000000  
mean      0.920857  
min       0.030840  
25%       0.306900  
50%       0.515156  
75%       0.795460  
max       7.709900  
std       1.237274  

Correlation matrix:


Summary statistics for CKB:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.006908    0.007311    0.006577   
min              2022-05-14 00:00:00    0.002080    0.002160    0.001950   
25%              2022-12-30 00:00:00    0.003190    0.003296    0.003077   
50%              2023-08-17 00:00:00    0.003887    0.004075    0.003721   
75%              2024-04-03 00:00:00    0.010177    0.010858    0.009595   
max              2024-11-19 00:00:00    0.032934    0.037961    0.031129   
std                              NaN    0.005743    0.006230    0.005382   

            close  
count  921.000000  
mean     0.006917  
min      0.002080  
25%      0.003181  
50%      0.003891  
75%      0.010193  
max      0.032920  
std      0.005746  

Correlation matrix:


Summary statistics for MX:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    2.491264    2.544727    2.438023   
min              2022-05-14 00:00:00    0.797480    0.804661    0.767300   
25%              2022-12-30 00:00:00    1.346690    1.380280    1.308560   
50%              2023-08-17 00:00:00    2.714310    2.756420    2.663230   
75%              2024-04-03 00:00:00    3.082270    3.134770    3.018830   
max              2024-11-19 00:00:00    5.749310    5.880780    5.616320   
std                              NaN    1.176757    1.198014    1.149764   

            close  
count  921.000000  
mean     2.492219  
min      0.794679  
25%      1.347090  
50%      2.714440  
75%      3.083440  
max      5.754250  
std      1.176300  

Correlation matrix:


Summary statistics for CRV:
                                date         open         high          low  \
count                           1559  1559.000000  1559.000000  1559.000000   
mean   2022-10-02 00:00:00.000000256     1.408287     1.498348     1.314040   
min              2020-08-14 00:00:00     0.207239     0.233518     0.180318   
25%              2021-09-07 12:00:00     0.541150     0.556064     0.517430   
50%              2022-10-02 00:00:00     0.883028     0.919100     0.850960   
75%              2023-10-26 12:00:00     2.109605     2.253675     1.986500   
max              2024-11-19 00:00:00    13.520000    17.020000    10.380000   
std                              NaN     1.279605     1.416174     1.145612   

             close  
count  1559.000000  
mean      1.399847  
min       0.207139  
25%       0.539959  
50%       0.881223  
75%       2.106500  
max      12.210000  
std       1.242500  

Correlation matrix:


Summary statistics for BCH:
                      date         open         high          low        close
count                 2668  2668.000000  2668.000000  2668.000000  2668.000000
mean   2021-03-26 12:00:00   422.622129   443.666479   401.190310   422.633707
min    2017-08-01 00:00:00    77.460000    81.440000    73.870000    77.410000
25%    2019-05-29 18:00:00   220.630500   226.767500   212.851750   220.577500
50%    2021-03-26 12:00:00   311.170000   323.370500   299.016500   311.175000
75%    2023-01-22 06:00:00   493.324250   514.370000   471.200000   493.003000
max    2024-11-19 00:00:00  3715.910000  4112.390000  2857.300000  3715.910000
std                    NaN   381.254735   412.782901   349.762751   381.253472

Correlation matrix:


Summary statistics for BTT:
                      date          open          high           low  \
count                 1037  1.037000e+03  1.037000e+03  1.037000e+03   
mean   2023-06-20 00:00:00  9.504789e-07  9.813490e-07  9.227599e-07   
min    2022-01-18 00:00:00  3.673780e-07  3.707040e-07  3.656760e-07   
25%    2022-10-04 00:00:00  6.283710e-07  6.380830e-07  6.220500e-07   
50%    2023-06-20 00:00:00  8.384530e-07  8.688740e-07  8.134710e-07   
75%    2024-03-05 00:00:00  1.108460e-06  1.140100e-06  1.074680e-06   
max    2024-11-19 00:00:00  4.410000e-06  5.500000e-06  3.409020e-06   
std                    NaN  4.944934e-07  5.309830e-07  4.587644e-07   

              close  
count  1.037000e+03  
mean   9.472926e-07  
min    3.671780e-07  
25%    6.284270e-07  
50%    8.382530e-07  
75%    1.107620e-06  
max    3.800760e-06  
std    4.825470e-07  

Correlation matrix:


Summary statistics for BTC:
                      date          open          high           low  \
count                 5240   5240.000000   5240.000000   5240.000000   
mean   2017-09-17 12:00:00  13286.521682  13606.123448  12951.583925   
min    2010-07-17 00:00:00      0.049510      0.049510      0.010000   
25%    2014-02-15 18:00:00    235.370000    239.125000    231.292500   
50%    2017-09-17 12:00:00   3608.970000   3689.410000   3548.395000   
75%    2021-04-19 06:00:00  20038.875000  20457.150000  19592.225000   
max    2024-11-19 00:00:00  91235.400000  94015.000000  90298.300000   
std                    NaN  19270.456686  19715.406770  18812.996408   

              close  
count   5240.000000  
mean   13304.450149  
min        0.049510  
25%      235.395000  
50%     3612.140000  
75%    20062.475000  
max    91941.900000  
std    19300.594885  

Correlation matrix:


Summary statistics for T:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.028824    0.030585    0.027732   
min              2022-05-14 00:00:00    0.014993    0.015392    0.014494   
25%              2022-12-30 00:00:00    0.022542    0.023326    0.021694   
50%              2023-08-17 00:00:00    0.026196    0.027113    0.025449   
75%              2024-04-03 00:00:00    0.035329    0.036590    0.034007   
max              2024-11-19 00:00:00    0.057409    0.234752    0.052611   
std                              NaN    0.008860    0.012857    0.008332   

            close  
count  921.000000  
mean     0.028804  
min      0.014900  
25%      0.022514  
50%      0.026184  
75%      0.035258  
max      0.057379  
std      0.008837  

Correlation matrix:


Summary statistics for CHZ:
                                date         open         high          low  \
count                           1901  1901.000000  1901.000000  1901.000000   
mean   2022-04-12 08:54:47.532877312     0.129828     0.137228     0.123128   
min              2019-09-04 00:00:00     0.004101     0.004355     0.003957   
25%              2020-12-22 00:00:00     0.018590     0.020110     0.017000   
50%              2022-04-11 00:00:00     0.098606     0.101798     0.093478   
75%              2023-08-02 00:00:00     0.191144     0.199060     0.180400   
max              2024-11-19 00:00:00     0.765200     0.910200     0.597300   
std                              NaN     0.128127     0.138886     0.119475   

             close  
count  1901.000000  
mean      0.129858  
min       0.004101  
25%       0.018600  
50%       0.098605  
75%       0.191164  
max       0.766400  
std       0.128091  

Correlation matrix:


Summary statistics for HOT:
                      date         open         high          low        close
count                 2408  2408.000000  2408.000000  2408.000000  2408.000000
mean   2021-08-03 12:00:00     0.006675     0.007349     0.006211     0.006664
min    2018-04-18 00:00:00     0.000939     0.000939     0.000733     0.000939
25%    2019-12-10 18:00:00     0.001935     0.001992     0.001868     0.001937
50%    2021-08-03 12:00:00     0.003358     0.003541     0.003111     0.003339
75%    2023-03-28 06:00:00     0.007304     0.007984     0.006644     0.007301
max    2024-11-19 00:00:00     0.102100     0.346900     0.089400     0.102100
std                    NaN     0.010397     0.013433     0.009436     0.010387

Correlation matrix:


Summary statistics for KAVA:
                      date         open         high          low        close
count                 1038  1038.000000  1038.000000  1038.000000  1038.000000
mean   2023-06-19 12:00:00     1.257406     1.309063     1.205515     1.252413
min    2022-01-17 00:00:00     0.275557     0.286071     0.246698     0.275657
25%    2022-10-03 06:00:00     0.672366     0.687007     0.650025     0.670800
50%    2023-06-19 12:00:00     0.863646     0.890193     0.838578     0.863646
75%    2024-03-04 18:00:00     1.510112     1.556933     1.465518     1.509567
max    2024-11-19 00:00:00     5.516210     5.782310     5.239570     5.493550
std                    NaN     1.050704     1.104859     0.995932     1.042362

Correlation matrix:


Summary statistics for TRX:
                      date         open         high          low        close
count                 2598  2598.000000  2598.000000  2598.000000  2598.000000
mean   2021-04-30 12:00:00     0.060144     0.062164     0.058241     0.060223
min    2017-10-10 00:00:00     0.001790     0.002060     0.001570     0.001800
25%    2019-07-21 06:00:00     0.024432     0.025397     0.023440     0.024440
50%    2021-04-30 12:00:00     0.059418     0.061234     0.057446     0.059465
75%    2023-02-08 18:00:00     0.082482     0.084749     0.079927     0.082456
max    2024-11-19 00:00:00     0.298100     0.387600     0.208300     0.298500
std                    NaN     0.040869     0.042522     0.039749     0.040945

Correlation matrix:


Summary statistics for BAT:
                                date         open         high          low  \
count                           2727  2727.000000  2727.000000  2727.000000   
mean   2021-02-23 15:17:45.346534656     0.346723     0.364713     0.329486   
min              2017-06-01 00:00:00     0.074990     0.075220     0.034400   
25%              2019-04-13 12:00:00     0.192927     0.199950     0.185612   
50%              2021-02-23 00:00:00     0.242959     0.252928     0.232354   
75%              2023-01-07 12:00:00     0.359849     0.379212     0.342300   
max              2024-11-19 00:00:00     1.769000     1.930000     1.536000   
std                              NaN     0.267343     0.285770     0.251756   

             close  
count  2727.000000  
mean      0.346629  
min       0.071680  
25%       0.192856  
50%       0.242463  
75%       0.360600  
max       1.769000  
std       0.267485  

Correlation matrix:


Summary statistics for PEOPLE:
                      date        open        high         low       close
count                  915  915.000000  915.000000  915.000000  915.000000
mean   2023-08-20 00:00:00    0.032324    0.034457    0.030653    0.032371
min    2022-05-20 00:00:00    0.008683    0.008852    0.008577    0.008663
25%    2023-01-03 12:00:00    0.017597    0.017944    0.016951    0.017602
50%    2023-08-20 00:00:00    0.023872    0.025040    0.022624    0.023870
75%    2024-04-04 12:00:00    0.036793    0.040129    0.034739    0.036883
max    2024-11-19 00:00:00    0.134484    0.143891    0.123484    0.134765
std                    NaN    0.023458    0.025458    0.021988    0.023477

Correlation matrix:


Summary statistics for HNT:
                                date         open         high          low  \
count                           1691  1691.000000  1691.000000  1691.000000   
mean   2022-07-26 16:06:31.720875264     8.143499     8.624214     7.706467   
min              2020-04-02 00:00:00     0.024100     0.024100     0.024000   
25%              2021-05-29 12:00:00     1.527475     1.601645     1.477300   
50%              2022-07-26 00:00:00     4.529590     4.790960     4.300000   
75%              2023-09-22 12:00:00    10.162300    11.066900     9.295970   
max              2024-11-19 00:00:00    52.700000    58.630000    50.660000   
std                              NaN     9.509156    10.089198     8.979735   

             close  
count  1691.000000  
mean      8.144769  
min       0.024100  
25%       1.525230  
50%       4.530680  
75%      10.169900  
max      52.700000  
std       9.511362  

Correlation matrix:


Summary statistics for RUNE:
                      date         open         high          low        close
count                 1799  1799.000000  1799.000000  1799.000000  1799.000000
mean   2022-06-04 00:00:00     3.870418     4.106165     3.643281     3.873621
min    2019-12-18 00:00:00     0.044530     0.059120     0.039020     0.044530
25%    2021-03-11 12:00:00     1.115880     1.151550     1.072770     1.118050
50%    2022-06-04 00:00:00     2.685910     2.799360     2.545080     2.687890
75%    2023-08-27 12:00:00     5.697370     6.043405     5.413430     5.696035
max    2024-11-19 00:00:00    20.340000    21.320000    18.340000    20.340000
std                    NaN     3.627691     3.889397     3.371101     3.627268

Correlation matrix:


Summary statistics for ASTR:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.069400    0.072396    0.066707   
min              2022-05-14 00:00:00    0.034285    0.035604    0.031876   
25%              2022-12-30 00:00:00    0.044604    0.046307    0.042901   
50%              2023-08-17 00:00:00    0.059193    0.061074    0.056719   
75%              2024-04-03 00:00:00    0.074021    0.077607    0.071213   
max              2024-11-19 00:00:00    0.190484    0.201798    0.183855   
std                              NaN    0.036315    0.038017    0.034578   

            close  
count  921.000000  
mean     0.069392  
min      0.034285  
25%      0.044504  
50%      0.059263  
75%      0.074018  
max      0.190484  
std      0.036314  

Correlation matrix:


Summary statistics for XRP:
                                date         open         high          low  \
count                           3588  3588.000000  3588.000000  3588.000000   
mean   2019-12-20 02:47:21.471571712     0.388153     0.404348     0.370523   
min              2015-01-21 00:00:00     0.003565     0.003565     0.003000   
25%              2017-07-05 18:00:00     0.177800     0.184500     0.170700   
50%              2019-12-19 12:00:00     0.338050     0.349927     0.325416   
75%              2022-06-03 06:00:00     0.540549     0.558677     0.522534   
max              2024-11-19 00:00:00     2.780000     3.290000     2.580000   
std                              NaN     0.337781     0.358714     0.315256   

             close  
count  3588.000000  
mean      0.388459  
min       0.003565  
25%       0.178025  
50%       0.338348  
75%       0.540523  
max       2.780000  
std       0.337912  

Correlation matrix:


Summary statistics for FTT:
                                date         open         high          low  \
count                           1929  1929.000000  1929.000000  1929.000000   
mean   2022-03-29 06:41:37.045101056    14.409071    14.977092    13.822009   
min              2019-08-07 00:00:00     0.813125     0.826408     0.769769   
25%              2020-12-01 00:00:00     1.468020     1.551780     1.408440   
50%              2022-03-28 00:00:00     2.890000     2.971000     2.809000   
75%              2023-07-26 00:00:00    27.674500    28.666200    26.518100   
max              2024-11-19 00:00:00    77.260000    84.700000    73.720000   
std                              NaN    18.633212    19.372194    17.876069   

             close  
count  1929.000000  
mean     14.408943  
min       0.812027  
25%       1.466380  
50%       2.890000  
75%      27.654600  
max      77.210000  
std      18.633230  

Correlation matrix:


Summary statistics for NEAR:
                      date         open         high          low        close
count                 1497  1497.000000  1497.000000  1497.000000  1497.000000
mean   2022-11-02 00:00:00     4.642668     4.901267     4.401731     4.645062
min    2020-10-15 00:00:00     0.533600     0.565000     0.525100     0.533600
25%    2021-10-24 00:00:00     1.886760     1.949500     1.814000     1.890000
50%    2022-11-02 00:00:00     3.625640     3.843210     3.504000     3.628000
75%    2023-11-11 00:00:00     6.058000     6.389790     5.740010     6.058000
max    2024-11-19 00:00:00    20.108000    20.572200    19.058600    20.095000
std                    NaN     3.634924     3.864916     3.425919     3.633819

Correlation matrix:


Summary statistics for BTG:
                                date         open         high          low  \
count                           2581  2581.000000  2581.000000  2581.000000   
mean   2021-05-06 16:35:53.583882240    34.204988    36.466623    32.117013   
min              2017-10-24 00:00:00     4.907000     5.225000     4.245000   
25%              2019-07-31 00:00:00    12.665900    13.097200    12.350000   
50%              2021-05-06 00:00:00    20.678700    21.572400    20.100000   
75%              2023-02-11 00:00:00    33.177700    34.971200    32.098400   
max              2024-11-19 00:00:00   406.540000   515.590000   346.750000   
std                              NaN    46.600684    51.718094    41.802003   

             close  
count  2581.000000  
mean     34.157520  
min       4.909000  
25%      12.660000  
50%      20.678900  
75%      33.170000  
max     406.540000  
std      46.542075  

Correlation matrix:


Summary statistics for GRT:
                      date         open         high          low        close
count                 1433  1433.000000  1433.000000  1433.000000  1433.000000
mean   2022-12-04 00:00:00     0.395924     0.420263     0.372605     0.395701
min    2020-12-18 00:00:00     0.053745     0.055233     0.051737     0.053745
25%    2021-12-11 00:00:00     0.116604     0.120591     0.113169     0.116723
50%    2022-12-04 00:00:00     0.176129     0.184848     0.167889     0.176021
75%    2023-11-27 00:00:00     0.534160     0.572457     0.493648     0.529900
max    2024-11-19 00:00:00     2.354000     2.802000     2.195000     2.354000
std                    NaN     0.444388     0.477708     0.413717     0.444467

Correlation matrix:


Summary statistics for VET:
                      date         open         high          low        close
count                 2300  2300.000000  2300.000000  2300.000000  2300.000000
mean   2021-09-26 12:00:00     0.033656     0.035961     0.031256     0.033005
min    2018-08-04 00:00:00     0.002227     0.002568     0.001587     0.002225
25%    2020-02-29 18:00:00     0.008454     0.008892     0.007708     0.008460
50%    2021-09-26 12:00:00     0.020987     0.021654     0.020147     0.020929
75%    2023-04-24 06:00:00     0.034378     0.035598     0.033173     0.034246
max    2024-11-19 00:00:00     1.530000     1.620000     0.229000     0.260900
std                    NaN     0.049503     0.061193     0.035640     0.038426

Correlation matrix:


Summary statistics for ZIL:
                      date         open         high          low        close
count                 2387  2387.000000  2387.000000  2387.000000  2387.000000
mean   2021-08-14 00:00:00     0.040696     0.042906     0.038510     0.040636
min    2018-05-09 00:00:00     0.003266     0.003609     0.002293     0.003263
25%    2019-12-26 12:00:00     0.017017     0.017543     0.016497     0.017010
50%    2021-08-14 00:00:00     0.023400     0.024230     0.022442     0.023390
75%    2023-04-02 12:00:00     0.045764     0.048340     0.044079     0.045756
max    2024-11-19 00:00:00     0.241500     0.256300     0.220400     0.241900
std                    NaN     0.041236     0.044104     0.038424     0.041161

Correlation matrix:


Summary statistics for QNT:
                      date         open         high          low        close
count                 2115  2115.000000  2115.000000  2115.000000  2115.000000
mean   2021-12-28 00:00:00    76.552125    80.063956    73.432771    76.584958
min    2019-02-05 00:00:00     1.480000     1.816000     1.306000     1.480000
25%    2020-07-17 12:00:00     8.303000     8.851500     7.856500     8.318000
50%    2021-12-28 00:00:00    74.145100    77.081900    71.777700    74.190000
75%    2023-06-09 12:00:00   112.164000   115.990500   108.453500   112.081500
max    2024-11-19 00:00:00   384.330000   428.430000   360.790000   384.230000
std                    NaN    69.128220    72.389379    66.100312    69.109248

Correlation matrix:


Summary statistics for STX:
                                date         open         high          low  \
count                           2724  2724.000000  2724.000000  2724.000000   
mean   2021-02-12 18:19:01.850220544     0.711913     0.757553     0.670685   
min              2015-05-13 00:00:00     0.000133     0.000133     0.000133   
25%              2019-04-17 18:00:00     0.021753     0.024368     0.020418   
50%              2021-02-26 12:00:00     0.456533     0.479550     0.424850   
75%              2023-01-08 06:00:00     1.205430     1.294000     1.129587   
max              2024-11-19 00:00:00     3.654750     3.842530     3.522030   
std                              NaN     0.772371     0.820058     0.729792   

             close  
count  2724.000000  
mean      0.712034  
min       0.000133  
25%       0.021655  
50%       0.456250  
75%       1.204000  
max       3.654850  
std       0.772570  

Correlation matrix:


Summary statistics for XAUt:
                                date         open         high          low  \
count                            919   919.000000   919.000000   919.000000   
mean   2023-08-17 21:23:18.476605184  2035.831240  2052.496279  2021.583586   
min              2022-05-14 00:00:00  1622.240000  1639.790000     0.085741   
25%              2022-12-31 12:00:00  1842.630000  1853.070000  1830.240000   
50%              2023-08-18 00:00:00  1965.880000  1982.680000  1956.350000   
75%              2024-04-03 12:00:00  2260.385000  2310.950000  2236.885000   
max              2024-11-19 00:00:00  2802.810000  2976.290000  2763.890000   
std                              NaN   287.741074   294.060525   292.875740   

             close  
count   919.000000  
mean   2036.723330  
min    1630.700000  
25%    1841.555000  
50%    1967.610000  
75%    2289.980000  
max    2802.780000  
std     288.096102  

Correlation matrix:


Summary statistics for FLOW:
                      date         open         high          low        close
count                 1392  1392.000000  1392.000000  1392.000000  1392.000000
mean   2022-12-24 12:00:00     5.910706     6.244740     5.597401     5.906689
min    2021-01-28 00:00:00     0.395273     0.418811     0.390975     0.395270
25%    2022-01-10 18:00:00     0.716272     0.736145     0.690344     0.715732
50%    2022-12-24 12:00:00     1.214425     1.268675     1.159930     1.213115
75%    2023-12-07 06:00:00     7.740395     7.980275     7.271452     7.740395
max    2024-11-19 00:00:00    39.030000    44.110000    36.970000    39.030000
std                    NaN     8.697685     9.235497     8.219627     8.699667

Correlation matrix:


Summary statistics for PAXG:
                                date         open         high         low  \
count                            986   986.000000   986.000000   986.00000   
mean   2023-07-15 06:18:15.334685440  2026.478134  2040.445963  2015.26927   
min              2022-03-08 00:00:00  1611.000000  1633.000000  1607.06000   
25%              2022-11-11 06:00:00  1846.220000  1859.957500  1833.76250   
50%              2023-07-15 12:00:00  1949.680000  1960.795000  1938.28000   
75%              2024-03-17 18:00:00  2143.385000  2163.742500  2133.95250   
max              2024-11-19 00:00:00  2783.110000  3287.280000  2764.17000   
std                              NaN   273.710421   278.757888   272.28121   

             close  
count   986.000000  
mean   2026.969209  
min    1609.000000  
25%    1846.532500  
50%    1949.910000  
75%    2146.415000  
max    2783.080000  
std     274.522363  

Correlation matrix:


Summary statistics for CELO:
                      date         open         high          low        close
count                 1609  1609.000000  1609.000000  1609.000000  1609.000000
mean   2022-09-07 00:00:00     1.861401     1.979023     1.768428     1.860657
min    2020-06-25 00:00:00     0.391914     0.399864     0.351067     0.392910
25%    2021-08-01 00:00:00     0.603285     0.626498     0.585058     0.603018
50%    2022-09-07 00:00:00     0.930700     0.967322     0.885936     0.925980
75%    2023-10-14 00:00:00     2.882000     3.047000     2.763000     2.882000
max    2024-11-19 00:00:00     7.612000    10.830000     7.058000     7.612000
std                    NaN     1.646355     1.782930     1.551061     1.646595

Correlation matrix:


Summary statistics for ATOM:
                      date         open         high          low        close
count                 2030  2030.000000  2030.000000  2030.000000  2030.000000
mean   2022-02-08 12:00:00    11.091556    11.602447    10.567197    11.091823
min    2019-05-01 00:00:00     1.635000     1.852000     1.115000     1.636000
25%    2020-09-19 06:00:00     4.778792     4.997500     4.581750     4.786500
50%    2022-02-08 12:00:00     8.944295     9.169405     8.671065     8.943500
75%    2023-06-30 18:00:00    12.782250    13.268200    12.144200    12.781725
max    2024-11-19 00:00:00    43.640000    44.710000    39.159600    43.640000
std                    NaN     8.685668     9.193178     8.163704     8.684650

Correlation matrix:


Summary statistics for TWT:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    1.115657    1.154443    1.077853   
min              2022-05-14 00:00:00    0.581784    0.619224    0.547794   
25%              2022-12-30 00:00:00    0.915567    0.944990    0.890489   
50%              2023-08-17 00:00:00    1.075540    1.111030    1.046740   
75%              2024-04-03 00:00:00    1.221230    1.256320    1.180510   
max              2024-11-19 00:00:00    2.668130    2.739070    2.547300   
std                              NaN    0.311496    0.334589    0.291461   

            close  
count  921.000000  
mean     1.115836  
min      0.581202  
25%      0.916227  
50%      1.075240  
75%      1.219570  
max      2.676040  
std      0.311207  

Correlation matrix:


Summary statistics for FIL:
                                date         open         high          low  \
count                           2463  2463.000000  2463.000000  2463.000000   
mean   2021-07-06 17:10:44.579780864    17.889845    18.800003    17.012719   
min              2018-02-12 00:00:00     2.711000     2.967650     2.442240   
25%              2019-10-30 12:00:00     4.875500     5.024530     4.702380   
50%              2021-07-07 00:00:00     7.035000     7.297000     6.749000   
75%              2023-03-14 12:00:00    19.117850    19.842000    18.380900   
max              2024-11-19 00:00:00   190.870000   238.100000   181.150000   
std                              NaN    27.134529    28.824984    25.629413   

             close  
count  2463.000000  
mean     17.883858  
min       2.711000  
25%       4.869500  
50%       7.032000  
75%      19.084750  
max     190.870000  
std      27.136096  

Correlation matrix:


Summary statistics for ANKR:
                      date         open         high          low        close
count                 2084  2084.000000  2084.000000  2084.000000  2084.000000
mean   2022-01-12 12:00:00     0.035600     0.037566     0.033806     0.035612
min    2019-03-08 00:00:00     0.000895     0.001144     0.000655     0.000895
25%    2020-08-09 18:00:00     0.008688     0.009195     0.008233     0.008688
50%    2022-01-12 12:00:00     0.025441     0.026361     0.024577     0.025450
75%    2023-06-17 06:00:00     0.042732     0.044873     0.040579     0.042820
max    2024-11-19 00:00:00     0.190500     0.215200     0.176400     0.190500
std                    NaN     0.036628     0.039159     0.034408     0.036624

Correlation matrix:


Summary statistics for ENJ:
                      date         open         high          low        close
count                 2576  2576.000000  2576.000000  2576.000000  2576.000000
mean   2021-05-11 12:00:00     0.506548     0.535176     0.478395     0.506622
min    2017-11-01 00:00:00     0.017470     0.019400     0.007951     0.017470
25%    2019-08-06 18:00:00     0.120675     0.128075     0.111775     0.121075
50%    2021-05-11 12:00:00     0.211550     0.221339     0.202000     0.211523
75%    2023-02-14 06:00:00     0.459345     0.483115     0.443681     0.460138
max    2024-11-19 00:00:00     4.579000     4.848000     4.010000     4.577000
std                    NaN     0.711163     0.756430     0.665726     0.711184

Correlation matrix:


Summary statistics for ICP:
                      date         open         high          low        close
count                 1290  1290.000000  1290.000000  1290.000000  1290.000000
mean   2023-02-13 12:00:00    18.958506    20.146186    17.290887    18.480449
min    2021-05-10 00:00:00     2.885910     2.935740     2.829000     2.885880
25%    2022-03-28 06:00:00     5.181450     5.324273     4.986430     5.180590
50%    2023-02-13 12:00:00     8.073770     8.387520     7.844790     8.064060
75%    2024-01-01 18:00:00    17.708250    18.455500    16.988350    17.670750
max    2024-11-19 00:00:00   630.000000   630.000000   297.670000   426.980000
std                    NaN    35.047800    38.077170    26.744446    30.674055

Correlation matrix:


Summary statistics for ETC:
                      date         open         high          low        close
count                 3038  3038.000000  3038.000000  3038.000000  3038.000000
mean   2020-09-22 12:00:00    18.079108    18.909026    17.227663    18.087259
min    2016-07-27 00:00:00     0.743500     0.754600     0.710000     0.743500
25%    2018-08-25 06:00:00     6.145250     6.330500     5.943250     6.151750
50%    2020-09-22 12:00:00    15.735800    16.295300    15.210900    15.742100
75%    2022-10-21 18:00:00    23.523175    24.490725    22.538275    23.542375
max    2024-11-19 00:00:00   146.980000   172.610000   113.680000   146.790000
std                    NaN    15.450885    16.546420    14.407950    15.449681

Correlation matrix:


Summary statistics for COMP:
                      date         open         high          low       close
count                 1615  1615.000000  1615.000000  1615.000000  1615.00000
mean   2022-09-04 00:00:00   145.632520   153.134707   137.599985   145.48139
min    2020-06-19 00:00:00    26.337600    26.935100    23.314400    26.36760
25%    2021-07-27 12:00:00    48.176900    50.053450    46.286250    48.13485
50%    2022-09-04 00:00:00    61.550000    63.860000    58.830000    61.32000
75%    2023-10-12 12:00:00   182.845000   192.908000   174.175000   182.60500
max    2024-11-19 00:00:00   861.920000   912.640000   810.000000   861.92000
std                    NaN   151.419917   160.396031   141.458342   151.39596

Correlation matrix:


Summary statistics for BSV:
                                date         open         high          low  \
count                           2193  2193.000000  2193.000000  2193.000000   
mean   2021-11-19 00:00:00.000000256   109.361076   114.242196   104.457030   
min              2018-11-19 00:00:00    24.310100    25.129600    23.431500   
25%              2020-05-20 00:00:00    49.329800    50.695300    48.021600   
50%              2021-11-19 00:00:00    85.856500    89.580000    82.480900   
75%              2023-05-21 00:00:00   164.070000   169.610000   158.490000   
max              2024-11-19 00:00:00   440.850000   486.750000   387.740000   
std                              NaN    71.121191    75.488358    66.548595   

             close  
count  2193.000000  
mean    109.355016  
min      24.497800  
25%      49.373600  
50%      85.858300  
75%     164.070000  
max     440.850000  
std      71.121552  

Correlation matrix:


Summary statistics for GNO:
                      date         open         high          low        close
count                 1056  1056.000000  1056.000000  1056.000000  1056.000000
mean   2023-06-10 12:00:00   195.273332   201.702683   189.622929   194.997645
min    2021-12-30 00:00:00    79.666300    81.746900    76.859500    79.690900
25%    2022-09-19 18:00:00   111.437500   114.491250   109.004750   111.365250
50%    2023-06-10 12:00:00   162.354000   167.316000   158.158500   162.273500
75%    2024-02-29 06:00:00   274.407750   285.432500   267.354000   272.561500
max    2024-11-19 00:00:00   550.210000   596.919000   526.653000   548.910000
std                    NaN   100.929798   104.572519    97.225980   100.346098

Correlation matrix:


Summary statistics for GMT:
                      date        open        high         low       close
count                  966  966.000000  966.000000  966.000000  966.000000
mean   2023-07-25 12:00:00    0.473020    0.500324    0.446441    0.471007
min    2022-03-30 00:00:00    0.094318    0.104420    0.085010    0.094418
25%    2022-11-26 06:00:00    0.193271    0.198965    0.186224    0.192879
50%    2023-07-25 12:00:00    0.282229    0.290193    0.267875    0.281728
75%    2024-03-22 18:00:00    0.488722    0.519635    0.466194    0.484517
max    2024-11-19 00:00:00    3.797450    4.177090    3.569480    3.797050
std                    NaN    0.570373    0.621422    0.528346    0.567987

Correlation matrix:


Summary statistics for MANA:
                      date         open         high          low        close
count                 1680  1680.000000  1680.000000  1680.000000  1680.000000
mean   2022-08-02 12:00:00     0.747354     0.785682     0.710391     0.747500
min    2020-04-15 00:00:00     0.026380     0.027460     0.025820     0.027110
25%    2021-06-08 18:00:00     0.295398     0.302191     0.289554     0.295866
50%    2022-08-02 12:00:00     0.470820     0.486279     0.456906     0.470427
75%    2023-09-26 06:00:00     0.796726     0.842577     0.764605     0.802728
max    2024-11-19 00:00:00     5.356000     5.908000     4.810000     5.352000
std                    NaN     0.844089     0.898097     0.793467     0.843919

Correlation matrix:


Summary statistics for AXS:
                                date         open         high          low  \
count                           1477  1477.000000  1477.000000  1477.000000   
mean   2022-11-11 23:59:59.999999744    21.547545    22.695797    20.550794   
min              2020-11-04 00:00:00     0.134500     0.150300     0.121000   
25%              2021-11-08 00:00:00     5.302340     5.517000     5.038750   
50%              2022-11-12 00:00:00     7.700540     7.995550     7.384910   
75%              2023-11-16 00:00:00    15.811300    16.911700    14.740000   
max              2024-11-19 00:00:00   160.490000   165.790000   154.050000   
std                              NaN    32.281843    34.022029    30.844878   

             close  
count  1477.000000  
mean     21.551175  
min       0.134500  
25%       5.303370  
50%       7.695000  
75%      15.801300  
max     160.490000  
std      32.280775  

Correlation matrix:


Summary statistics for LPT:
                      date         open         high          low        close
count                 2148  2148.000000  2148.000000  2148.000000  2148.000000
mean   2021-12-11 12:00:00    10.858004    11.599126    10.284435    10.861619
min    2019-01-03 00:00:00     0.496900     0.534400     0.374300     0.496900
25%    2020-06-22 18:00:00     3.907658     4.154590     3.643645     3.925835
50%    2021-12-11 12:00:00     7.121800     7.439155     6.823910     7.128220
75%    2023-06-01 06:00:00    14.679175    15.647425    13.954700    14.690925
max    2024-11-19 00:00:00    74.660000   100.990000    63.370000    74.660000
std                    NaN    10.370297    11.357130     9.719584    10.369926

Correlation matrix:


Summary statistics for RAY:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.913923    0.969315    0.869644   
min              2022-05-14 00:00:00    0.137739    0.140830    0.133547   
25%              2022-12-30 00:00:00    0.223664    0.237686    0.211573   
50%              2023-08-17 00:00:00    0.650974    0.674896    0.616204   
75%              2024-04-03 00:00:00    1.500880    1.564860    1.440700   
max              2024-11-19 00:00:00    5.743230    6.255940    5.511800   
std                              NaN    0.871971    0.942174    0.821708   

            close  
count  921.000000  
mean     0.918531  
min      0.137937  
25%      0.223664  
50%      0.648961  
75%      1.509940  
max      5.749230  
std      0.884868  

Correlation matrix:


Summary statistics for KCS:
                                date         open         high          low  \
count                           2534  2534.000000  2534.000000  2534.000000   
mean   2021-06-01 12:00:00.000000256     6.511022     6.724968     6.270883   
min              2017-12-13 00:00:00     0.346400     0.355300     0.332100   
25%              2019-09-07 06:00:00     1.170000     1.201250     1.128000   
50%              2021-06-01 12:00:00     5.743395     5.972870     5.558160   
75%              2023-02-24 18:00:00     9.845940    10.031500     9.585340   
max              2024-11-19 00:00:00    27.303800    28.813700    26.156000   
std                              NaN     5.776970     5.976423     5.552202   

             close  
count  2534.000000  
mean      6.517044  
min       0.346400  
25%       1.170000  
50%       5.763395  
75%       9.848215  
max      27.278400  
std       5.779660  

Correlation matrix:


Summary statistics for ELF:
                      date        open        high         low       close
count                  920  920.000000  920.000000  920.000000  920.000000
mean   2023-08-17 12:00:00    0.337208    0.349072    0.328192    0.337678
min    2022-05-15 00:00:00    0.109203    0.113545    0.104326    0.109403
25%    2022-12-30 18:00:00    0.180593    0.187850    0.175775    0.180820
50%    2023-08-17 12:00:00    0.312669    0.320921    0.305312    0.312850
75%    2024-04-03 06:00:00    0.405072    0.428260    0.395533    0.405138
max    2024-11-19 00:00:00    0.940970    1.165340    0.804272    0.940970
std                    NaN    0.165422    0.173064    0.158844    0.165749

Correlation matrix:


Summary statistics for TFUEL:
                                date         open         high          low  \
count                           2065  2065.000000  2065.000000  2065.000000   
mean   2022-01-22 00:00:00.000000256     0.087621     0.092595     0.082915   
min              2019-03-27 00:00:00     0.001117     0.001506     0.000818   
25%              2020-08-24 00:00:00     0.009962     0.010670     0.009539   
50%              2022-01-22 00:00:00     0.047204     0.048871     0.045080   
75%              2023-06-22 00:00:00     0.086815     0.093112     0.081427   
max              2024-11-19 00:00:00     0.590000     0.679900     0.574600   
std                              NaN     0.112699     0.120207     0.105380   

             close  
count  2065.000000  
mean      0.087643  
min       0.001117  
25%       0.009962  
50%       0.047229  
75%       0.086737  
max       0.590000  
std       0.112690  

Correlation matrix:


Summary statistics for IMX:
                      date         open         high          low        close
count                 1092  1092.000000  1092.000000  1092.000000  1092.000000
mean   2023-05-23 12:00:00     1.523946     1.602223     1.444092     1.517056
min    2021-11-24 00:00:00     0.382405     0.386626     0.375931     0.380810
25%    2022-08-23 18:00:00     0.748062     0.769177     0.723889     0.746332
50%    2023-05-23 12:00:00     1.139670     1.213365     1.097360     1.139100
75%    2024-02-20 06:00:00     1.981467     2.066718     1.877580     1.980840
max    2024-11-19 00:00:00     9.218000     9.497500     7.920000     9.185000
std                    NaN     1.175952     1.246809     1.086988     1.157042

Correlation matrix:


Summary statistics for DYDX:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    2.024886    2.117112    1.936604   
min              2022-05-14 00:00:00    0.822572    0.869717    0.802582   
25%              2022-12-30 00:00:00    1.439370    1.524270    1.377720   
50%              2023-08-17 00:00:00    1.993680    2.072010    1.919770   
75%              2024-04-03 00:00:00    2.452370    2.582460    2.356090   
max              2024-11-19 00:00:00    4.441340    4.533110    4.178880   
std                              NaN    0.716474    0.752792    0.679744   

            close  
count  921.000000  
mean     2.023799  
min      0.821573  
25%      1.435970  
50%      1.996980  
75%      2.452220  
max      4.438430  
std      0.716832  

Correlation matrix:


Summary statistics for AAVE:
                      date         open         high          low        close
count                 1502  1502.000000  1502.000000  1502.000000  1502.000000
mean   2022-10-30 12:00:00   151.956797   159.609743   144.282709   152.029853
min    2020-10-10 00:00:00    27.720000    28.470000    25.940000    27.720000
25%    2021-10-20 06:00:00    75.934800    79.470600    73.111900    75.973000
50%    2022-10-30 12:00:00    98.085050   101.481500    94.141450    98.109300
75%    2023-11-09 18:00:00   183.662500   193.475250   173.596250   183.512500
max    2024-11-19 00:00:00   629.040000   667.830000   563.160000   630.070000
std                    NaN   113.524511   121.195241   105.963341   113.495087

Correlation matrix:


Summary statistics for XMR:
                      date         open         high          low        close
count                 3583  3583.000000  3583.000000  3583.000000  3583.000000
mean   2019-12-25 00:00:00   112.078519   116.150731   107.714340   112.117388
min    2015-01-29 00:00:00     0.099000     0.099000     0.088600     0.099000
25%    2017-07-12 12:00:00    43.365000    44.990000    41.310000    43.385000
50%    2019-12-25 00:00:00   114.360000   119.130000   110.470000   114.560000
75%    2022-06-07 12:00:00   161.210000   165.110500   157.355500   161.219500
max    2024-11-19 00:00:00   475.620000   518.000000   449.900000   476.010000
std                    NaN    88.552282    92.454268    84.204411    88.531346

Correlation matrix:


Summary statistics for AMP:
                                date         open         high          low  \
count                           1492  1492.000000  1492.000000  1492.000000   
mean   2022-11-04 11:59:59.999999744     0.016695     0.020599     0.015804   
min              2020-10-20 00:00:00     0.001427     0.001456     0.001404   
25%              2021-10-27 18:00:00     0.003695     0.003841     0.003583   
50%              2022-11-04 12:00:00     0.005692     0.006225     0.005429   
75%              2023-11-12 06:00:00     0.026344     0.027994     0.025000   
max              2024-11-19 00:00:00     0.108900     1.147640     0.092500   
std                              NaN     0.019920     0.057813     0.018691   

             close  
count  1492.000000  
mean      0.016689  
min       0.001422  
25%       0.003693  
50%       0.005682  
75%       0.026343  
max       0.108900  
std       0.019915  

Correlation matrix:


Summary statistics for SC:
                                date         open         high          low  \
count                           3372  3372.000000  3372.000000  3372.000000   
mean   2020-04-08 06:15:22.419928832     0.006519     0.006956     0.006122   
min              2015-08-25 00:00:00     0.000013     0.000017     0.000011   
25%              2017-12-17 18:00:00     0.002079     0.002190     0.002000   
50%              2020-04-08 12:00:00     0.003592     0.003816     0.003440   
75%              2022-07-30 06:00:00     0.008508     0.008968     0.007992   
max              2024-11-19 00:00:00     0.095590     0.113700     0.088470   
std                              NaN     0.008248     0.009137     0.007524   

             close  
count  3372.000000  
mean      0.006519  
min       0.000013  
25%       0.002080  
50%       0.003592  
75%       0.008510  
max       0.094600  
std       0.008244  

Correlation matrix:


Summary statistics for XLM:
                                date         open         high          low  \
count                           2864  2864.000000  2864.000000  2864.000000   
mean   2020-12-18 11:59:59.999999744     0.152337     0.159465     0.144974   
min              2017-01-17 00:00:00     0.001402     0.001744     0.001401   
25%              2019-01-02 18:00:00     0.078812     0.081125     0.075760   
50%              2020-12-18 12:00:00     0.109695     0.112493     0.106305   
75%              2022-12-04 06:00:00     0.204711     0.214402     0.196608   
max              2024-11-19 00:00:00     0.886000     0.919900     0.672000   
std                              NaN     0.124298     0.132823     0.115145   

             close  
count  2864.000000  
mean      0.152411  
min       0.001402  
25%       0.078920  
50%       0.109700  
75%       0.204786  
max       0.884800  
std       0.124251  

Correlation matrix:


Summary statistics for SUPER:
                      date        open        high         low       close
count                  912  912.000000  912.000000  912.000000  912.000000
mean   2023-08-21 12:00:00    0.423460    0.446120    0.403742    0.424596
min    2022-05-23 00:00:00    0.071228    0.072415    0.070017    0.071128
25%    2023-01-05 18:00:00    0.113196    0.119685    0.109287    0.113026
50%    2023-08-21 12:00:00    0.145756    0.153946    0.139527    0.145711
75%    2024-04-05 06:00:00    0.680153    0.716724    0.651335    0.682733
max    2024-11-19 00:00:00    1.520830    1.600840    1.474600    1.524350
std                    NaN    0.418136    0.439327    0.397450    0.419016

Correlation matrix:


Summary statistics for NFT:
                      date          open          high           low  \
count                 1049  1.049000e+03  1.049000e+03  1.049000e+03   
mean   2023-06-14 00:00:00  6.315836e-07  6.457003e-07  6.144524e-07   
min    2022-01-06 00:00:00  3.019600e-07  3.036880e-07  2.992550e-07   
25%    2022-09-25 00:00:00  3.887550e-07  3.956340e-07  3.810340e-07   
50%    2023-06-14 00:00:00  4.518380e-07  4.579250e-07  4.444690e-07   
75%    2024-03-02 00:00:00  5.839280e-07  5.977820e-07  5.728140e-07   
max    2024-11-19 00:00:00  3.192160e-06  3.295940e-06  3.056490e-06   
std                    NaN  4.989589e-07  5.142666e-07  4.749844e-07   

              close  
count  1.049000e+03  
mean   6.290291e-07  
min    3.025600e-07  
25%    3.889550e-07  
50%    4.516350e-07  
75%    5.832000e-07  
max    3.161580e-06  
std    4.926670e-07  

Correlation matrix:


Summary statistics for NEO:
                      date         open         high          low        close
count                 2664  2664.000000  2664.000000  2664.000000  2664.000000
mean   2021-03-28 12:00:00    23.097266    24.305995    21.771462    23.097267
min    2017-08-05 00:00:00     5.269000     5.800000     4.009000     5.269000
25%    2019-06-01 18:00:00     9.476460     9.816737     9.150008     9.466600
50%    2021-03-28 12:00:00    12.785900    13.301350    12.211950    12.800600
75%    2023-01-23 06:00:00    26.356475    27.424550    25.045000    26.282075
max    2024-11-19 00:00:00   188.610000   197.560000   150.030000   188.610000
std                    NaN    24.029712    25.711160    21.982358    24.029158

Correlation matrix:


Summary statistics for USDD:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.994303    0.998191    0.988685   
min              2022-05-14 00:00:00    0.952560    0.964873    0.835467   
25%              2022-12-30 00:00:00    0.990211    0.995480    0.983313   
50%              2023-08-17 00:00:00    0.998410    0.999680    0.994639   
75%              2024-04-03 00:00:00    0.999760    1.000860    0.998610   
max              2024-11-19 00:00:00    1.010220    1.186610    1.000920   
std                              NaN    0.007808    0.011625    0.015836   

            close  
count  921.000000  
mean     0.994270  
min      0.952660  
25%      0.989983  
50%      0.998400  
75%      0.999760  
max      1.010320  
std      0.007807  

Correlation matrix:


Summary statistics for LEO:
                      date         open         high          low        close
count                 1981  1981.000000  1981.000000  1981.000000  1981.000000
mean   2022-03-05 00:00:00     3.279031     3.357425     3.212731     3.281252
min    2019-06-19 00:00:00     0.810200     0.823300     0.001100     0.810200
25%    2020-10-26 00:00:00     1.339000     1.375000     1.294000     1.335000
50%    2022-03-05 00:00:00     3.476800     3.541800     3.382900     3.475200
75%    2023-07-13 00:00:00     4.550000     4.784140     4.445220     4.649720
max    2024-11-19 00:00:00     7.520300     9.091720     7.486740     7.530770
std                    NaN     1.732673     1.769729     1.725993     1.734860

Correlation matrix:


Summary statistics for ALGO:
                                date         open         high          low  \
count                           1969  1969.000000  1969.000000  1969.000000   
mean   2022-03-11 00:00:00.000000256     0.483405     0.508959     0.458291   
min              2019-07-01 00:00:00     0.088282     0.090440     0.082214   
25%              2020-11-04 00:00:00     0.184700     0.190782     0.177548   
50%              2022-03-11 00:00:00     0.274400     0.288900     0.262100   
75%              2023-07-16 00:00:00     0.661934     0.709858     0.625375   
max              2024-11-19 00:00:00     2.300000     2.541000     2.034000   
std                              NaN     0.469240     0.498926     0.441572   

             close  
count  1969.000000  
mean      0.482868  
min       0.088282  
25%       0.184700  
50%       0.273900  
75%       0.661300  
max       2.309000  
std       0.468923  

Correlation matrix:


Summary statistics for AVAX:
                                date         open         high          low  \
count                           1519  1519.000000  1519.000000  1519.000000   
mean   2022-10-21 13:44:45.187623424    31.020774    32.571802    29.532461   
min              2020-09-22 00:00:00     2.900000     2.941000     2.765000   
25%              2021-10-06 12:00:00    13.585550    14.177600    13.134900   
50%              2022-10-22 00:00:00    22.473100    23.700000    21.420000   
75%              2023-11-05 12:00:00    37.085350    39.240000    35.279350   
max              2024-11-19 00:00:00   134.960000   146.730000   126.400000   
std                              NaN    25.455709    26.832434    24.116223   

             close  
count  1519.000000  
mean     31.037259  
min       2.900000  
25%      13.595500  
50%      22.554700  
75%      37.074650  
max     134.960000  
std      25.445278  

Correlation matrix:


Summary statistics for EOS:
                      date         open         high          low        close
count                 2701  2701.000000  2701.000000  2701.000000  2701.000000
mean   2021-03-10 00:00:00     3.189825     3.346246     3.020923     3.189643
min    2017-06-29 00:00:00     0.408736     0.419840     0.399996     0.408781
25%    2019-05-05 00:00:00     0.986018     1.024340     0.947090     0.986018
50%    2021-03-10 00:00:00     2.595000     2.664000     2.507000     2.595000
75%    2023-01-14 00:00:00     4.253000     4.411000     4.054000     4.253000
max    2024-11-19 00:00:00    20.120000    23.000000    18.760000    20.120000
std                    NaN     2.872486     3.070155     2.668455     2.872429

Correlation matrix:


Summary statistics for ENS:
                                date        open        high         low  \
count                            918  918.000000  918.000000  918.000000   
mean   2023-08-18 08:09:24.705882368   14.518077   15.158678   13.916542   
min              2022-05-14 00:00:00    6.748300    6.880550    6.651760   
25%              2023-01-01 06:00:00    9.779310   10.191150    9.430157   
50%              2023-08-18 12:00:00   13.770750   14.330250   13.282150   
75%              2024-04-03 18:00:00   17.653625   18.379850   17.040700   
max              2024-11-19 00:00:00   31.844600   34.522700   30.119600   
std                              NaN    5.350334    5.701048    5.060528   

            close  
count  918.000000  
mean    14.524861  
min      6.738330  
25%      9.780710  
50%     13.780750  
75%     17.665750  
max     31.864600  
std      5.351572  

Correlation matrix:


Summary statistics for USDT:
                      date         open        high          low        close
count                 2817  2817.000000  2817.00000  2817.000000  2817.000000
mean   2021-01-11 00:00:00     0.999941     1.00473     0.997353     0.999977
min    2017-03-05 00:00:00     0.900000     0.92500     0.869000     0.904000
25%    2019-02-07 00:00:00     0.999740     1.00000     0.998600     0.999760
50%    2021-01-11 00:00:00     1.000000     1.00086     0.999810     1.000000
75%    2022-12-16 00:00:00     1.001000     1.00400     1.000000     1.001000
max    2024-11-19 00:00:00     1.120000     1.20100     1.090000     1.120000
std                    NaN     0.009446     0.01469     0.011188     0.009251

Correlation matrix:


Summary statistics for USDC:
                      date         open         high          low        close
count                 2168  2168.000000  2168.000000  2168.000000  2168.000000
mean   2021-12-01 12:00:00     1.000812     1.003747     0.998820     1.000812
min    2018-12-14 00:00:00     0.956205     0.993872     0.876416     0.956205
25%    2020-06-07 18:00:00     0.999900     1.000200     0.999000     0.999900
50%    2021-12-01 12:00:00     1.000000     1.000500     0.999600     1.000000
75%    2023-05-27 06:00:00     1.000120     1.003000     0.999800     1.000110
max    2024-11-19 00:00:00     1.060000     1.206760     1.020000     1.060000
std                    NaN     0.003763     0.009604     0.004205     0.003784

Correlation matrix:


Summary statistics for THETA:
                      date         open         high          low        close
count                 2486  2486.000000  2486.000000  2486.000000  2486.000000
mean   2021-06-25 12:00:00     1.669929     1.760726     1.580532     1.670508
min    2018-01-30 00:00:00     0.041280     0.041760     0.040570     0.041280
25%    2019-10-13 06:00:00     0.129625     0.137000     0.123925     0.129550
50%    2021-06-25 12:00:00     0.839634     0.854299     0.817538     0.842412
75%    2023-03-08 18:00:00     1.591177     1.648003     1.505850     1.594620
max    2024-11-19 00:00:00    13.880000    15.700000    12.950000    13.910000
std                    NaN     2.440834     2.598001     2.289271     2.440688

Correlation matrix:


Summary statistics for MINA:
                      date         open         high          low        close
count                 1147  1147.000000  1147.000000  1147.000000  1147.000000
mean   2023-04-26 00:00:00     1.188163     1.248306     1.134953     1.185002
min    2021-09-30 00:00:00     0.356497     0.361206     0.328197     0.356000
25%    2022-07-13 12:00:00     0.534872     0.551298     0.519505     0.535300
50%    2023-04-26 00:00:00     0.703679     0.746686     0.673161     0.701179
75%    2024-02-06 12:00:00     1.223295     1.264460     1.164960     1.217130
max    2024-11-19 00:00:00     5.894000     6.670000     5.352000     5.894000
std                    NaN     1.127416     1.196334     1.072866     1.124392

Correlation matrix:


Summary statistics for XTZ:
                      date         open         high          low        close
count                 2330  2330.000000  2330.000000  2330.000000  2330.000000
mean   2021-09-11 12:00:00     1.954841     2.048819     1.860615     1.954355
min    2018-07-05 00:00:00     0.356600     0.378200     0.315100     0.356600
25%    2020-02-07 06:00:00     0.913631     0.943248     0.885701     0.913214
50%    2021-09-11 12:00:00     1.363200     1.431285     1.306100     1.363250
75%    2023-04-16 18:00:00     2.667000     2.789750     2.542628     2.667000
max    2024-11-19 00:00:00     8.360000     9.138000     8.185000     8.360000
std                    NaN     1.494552     1.584216     1.404584     1.494728

Correlation matrix:


Summary statistics for RVN:
                      date         open         high          low        close
count                 2409  2409.000000  2409.000000  2409.000000  2409.000000
mean   2021-08-03 00:00:00     0.040025     0.042401     0.037927     0.040018
min    2018-04-17 00:00:00     0.009802     0.010340     0.009506     0.009802
25%    2019-12-10 00:00:00     0.018280     0.018950     0.017713     0.018290
50%    2021-08-03 00:00:00     0.025098     0.026344     0.023890     0.025050
75%    2023-03-28 00:00:00     0.044520     0.048600     0.041860     0.044520
max    2024-11-19 00:00:00     0.233700     0.287800     0.212400     0.233900
std                    NaN     0.038304     0.041480     0.035806     0.038308

Correlation matrix:


Summary statistics for LDO:
                      date        open        high         low       close
count                  926  926.000000  926.000000  926.000000  926.000000
mean   2023-08-14 12:00:00    1.881713    1.979104    1.795585    1.880531
min    2022-05-09 00:00:00    0.434295    0.489710    0.400403    0.433293
25%    2022-12-26 06:00:00    1.392892    1.476112    1.306493    1.380113
50%    2023-08-14 12:00:00    1.871845    1.965175    1.810890    1.870795
75%    2024-04-01 18:00:00    2.321837    2.450023    2.209808    2.321395
max    2024-11-19 00:00:00    3.815950    4.036730    3.525220    3.814950
std                    NaN    0.671818    0.707196    0.640273    0.672029

Correlation matrix:


Summary statistics for GLM:
                      date        open        high         low       close
count                  922  922.000000  922.000000  922.000000  922.000000
mean   2023-08-16 12:00:00    0.277947    0.290999    0.267747    0.278087
min    2022-05-13 00:00:00    0.158448    0.163577    0.157957    0.158949
25%    2022-12-29 06:00:00    0.215286    0.221934    0.208979    0.215286
50%    2023-08-16 12:00:00    0.248313    0.257945    0.240904    0.248472
75%    2024-04-02 18:00:00    0.306939    0.322539    0.294381    0.307515
max    2024-11-19 00:00:00    0.727027    0.773571    0.646400    0.725726
std                    NaN    0.100740    0.109928    0.093761    0.100790

Correlation matrix:


Summary statistics for INJ:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256   13.489728   14.144490   12.870736   
min              2022-05-14 00:00:00    1.169880    1.231770    1.122880   
25%              2022-12-30 00:00:00    2.076650    2.276180    1.992210   
50%              2023-08-17 00:00:00    7.821110    8.050560    7.574620   
75%              2024-04-03 00:00:00   22.308900   23.227200   21.217600   
max              2024-11-19 00:00:00   51.163600   53.005800   47.651900   
std                              NaN   12.313177   12.933825   11.663097   

            close  
count  921.000000  
mean    13.512484  
min      1.172830  
25%      2.077690  
50%      7.834820  
75%     22.354500  
max     51.113100  
std     12.310861  

Correlation matrix:


Summary statistics for ETHW:
                      date         open         high          low        close
count                 3393  3393.000000  3393.000000  3393.000000  3393.000000
mean   2020-03-29 00:00:00  1118.152122  1150.549659  1082.217063  1119.070308
min    2015-08-07 00:00:00     0.420000     0.471900     0.411000     0.420000
25%    2017-12-02 00:00:00   149.500000   154.900000   143.890000   149.790000
50%    2020-03-29 00:00:00   440.220000   460.810000   426.100000   442.570000
75%    2022-07-25 00:00:00  1884.870000  1919.820000  1850.740000  1887.170000
max    2024-11-19 00:00:00  4781.490000  4865.440000  4715.500000  4780.080000
std                    NaN  1207.880652  1240.294329  1170.953671  1208.166439

Correlation matrix:


Summary statistics for GT:
                                date        open        high         low  \
count                            922  922.000000  922.000000  922.000000   
mean   2023-08-16 09:14:26.811279616    5.409522    5.508801    5.302933   
min              2022-05-11 00:00:00    3.010210    3.034450    2.919970   
25%              2022-12-29 06:00:00    4.148378    4.221885    4.082440   
50%              2023-08-16 12:00:00    4.751480    4.811780    4.678690   
75%              2024-04-02 18:00:00    6.969557    7.115102    6.682415   
max              2024-11-19 00:00:00   10.580300   11.474800   10.101900   
std                              NaN    1.731752    1.786696    1.682370   

            close  
count  922.000000  
mean     5.413699  
min      3.010310  
25%      4.149925  
50%      4.751220  
75%      6.924800  
max     10.577300  
std      1.736364  

Correlation matrix:


Summary statistics for FET:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.684752    0.722246    0.651421   
min              2022-05-14 00:00:00    0.054834    0.056628    0.052834   
25%              2022-12-30 00:00:00    0.166200    0.173787    0.157127   
50%              2023-08-17 00:00:00    0.341566    0.353580    0.329964   
75%              2024-04-03 00:00:00    1.148970    1.220760    1.102010   
max              2024-11-19 00:00:00    3.303390    3.480590    3.090670   
std                              NaN    0.738947    0.782038    0.700320   

            close  
count  921.000000  
mean     0.686113  
min      0.054734  
25%      0.168065  
50%      0.342453  
75%      1.151200  
max      3.303890  
std      0.739341  

Correlation matrix:


Summary statistics for JST:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.028379    0.029168    0.027731   
min              2022-05-14 00:00:00    0.019671    0.019924    0.018740   
25%              2022-12-30 00:00:00    0.024320    0.024937    0.023595   
50%              2023-08-17 00:00:00    0.028425    0.029126    0.027835   
75%              2024-04-03 00:00:00    0.031112    0.032001    0.030426   
max              2024-11-19 00:00:00    0.044432    0.051313    0.042330   
std                              NaN    0.005232    0.005563    0.004971   

            close  
count  921.000000  
mean     0.028366  
min      0.019671  
25%      0.024319  
50%      0.028425  
75%      0.031091  
max      0.044434  
std      0.005212  

Correlation matrix:


Summary statistics for SSV:
                      date        open        high         low       close
count                  919  919.000000  919.000000  919.000000  919.000000
mean   2023-08-18 00:00:00   22.683582   23.874133   21.634653   22.688684
min    2022-05-16 00:00:00    3.879440    4.118760    3.645620    3.907260
25%    2022-12-31 12:00:00   13.702750   14.362600   13.291150   13.728100
50%    2023-08-18 00:00:00   19.554300   20.642500   18.633400   19.574300
75%    2024-04-03 12:00:00   31.638000   33.564900   30.181050   31.648000
max    2024-11-19 00:00:00   64.779700   66.004600   59.793000   64.699700
std                    NaN   12.167793   12.835799   11.500329   12.153132

Correlation matrix:


Summary statistics for 1INCH:
                      date         open         high          low        close
count                 1412  1412.000000  1412.000000  1412.000000  1412.000000
mean   2022-12-14 12:00:00     1.354752     1.434317     1.276740     1.354117
min    2021-01-08 00:00:00     0.222229     0.233727     0.204478     0.222229
25%    2021-12-26 18:00:00     0.387000     0.399320     0.373912     0.387014
50%    2022-12-14 12:00:00     0.566172     0.583254     0.544204     0.564997
75%    2023-12-02 06:00:00     2.052500     2.163165     1.950750     2.052250
max    2024-11-19 00:00:00     7.492000     9.749000     6.734000     7.492000
std                    NaN     1.475409     1.593403     1.369591     1.475701

Correlation matrix:


Summary statistics for ETH:
                      date         open         high          low        close
count                 3393  3393.000000  3393.000000  3393.000000  3393.000000
mean   2020-03-29 00:00:00  1118.152122  1150.549659  1082.217063  1119.070308
min    2015-08-07 00:00:00     0.420000     0.471900     0.411000     0.420000
25%    2017-12-02 00:00:00   149.500000   154.900000   143.890000   149.790000
50%    2020-03-29 00:00:00   440.220000   460.810000   426.100000   442.570000
75%    2022-07-25 00:00:00  1884.870000  1919.820000  1850.740000  1887.170000
max    2024-11-19 00:00:00  4781.490000  4865.440000  4715.500000  4780.080000
std                    NaN  1207.880652  1240.294329  1170.953671  1208.166439

Correlation matrix:


Summary statistics for METIS:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256   37.283465   39.137840   35.555947   
min              2022-05-14 00:00:00   10.342500   10.691800   10.233200   
25%              2022-12-30 00:00:00   19.278500   20.108100   18.700400   
50%              2023-08-17 00:00:00   28.629700   30.022200   27.333100   
75%              2024-04-03 00:00:00   44.708400   46.902000   42.748500   
max              2024-11-19 00:00:00  136.626000  150.130000  128.087000   
std                              NaN   25.492703   27.053785   23.940508   

            close  
count  921.000000  
mean    37.300172  
min     10.342500  
25%     19.298500  
50%     28.651700  
75%     44.642800  
max    136.296000  
std     25.483677  

Correlation matrix:


Summary statistics for QTUM:
                      date         open         high          low        close
count                 2552  2552.000000  2552.000000  2552.000000  2552.000000
mean   2021-05-23 12:00:00     5.938619     6.296477     5.544677     5.932518
min    2017-11-25 00:00:00     1.018000     1.153000     0.753700     1.017000
25%    2019-08-24 18:00:00     2.292275     2.388000     2.216417     2.291780
50%    2021-05-23 12:00:00     3.029555     3.132250     2.890000     3.031305
75%    2023-02-20 06:00:00     6.089218     6.330750     5.774863     6.087157
max    2024-11-19 00:00:00    73.320000    82.000000    58.330000    73.320000
std                    NaN     7.730082     8.479678     6.863136     7.736210

Correlation matrix:


Summary statistics for WEMIX:
                                date        open           high         low  \
count                            921  921.000000     921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    1.519298     898.848768    1.449802   
min              2022-05-14 00:00:00    0.246688       0.295003    0.122000   
25%              2022-12-30 00:00:00    0.803001       0.834183    0.780234   
50%              2023-08-17 00:00:00    1.338190       1.405150    1.269790   
75%              2024-04-03 00:00:00    2.108360       2.233460    2.047130   
max              2024-11-19 00:00:00    4.546430  749251.000000    4.264660   
std                              NaN    0.858354   24809.085089    0.815427   

            close  
count  921.000000  
mean     1.520192  
min      0.176012  
25%      0.803091  
50%      1.338810  
75%      2.115720  
max      4.569620  
std      0.861141  

Correlation matrix:


Summary statistics for FTM:
                      date         open         high          low        close
count                 2163  2163.000000  2163.000000  2163.000000  2163.000000
mean   2021-12-04 00:00:00     0.426213     0.451839     0.401929     0.426564
min    2018-12-19 00:00:00     0.002309     0.002535     0.001751     0.002309
25%    2020-06-11 12:00:00     0.017920     0.019310     0.016680     0.017990
50%    2021-12-04 00:00:00     0.253371     0.264682     0.243000     0.253651
75%    2023-05-28 12:00:00     0.484105     0.517410     0.456937     0.485009
max    2024-11-19 00:00:00     3.284510     3.484000     3.023000     3.283210
std                    NaN     0.587488     0.623922     0.550850     0.587464

Correlation matrix:


Summary statistics for MKR:
                                date         open         high          low  \
count                           2552  2552.000000  2552.000000  2552.000000   
mean   2021-05-22 04:20:41.379310592  1261.391474  1319.132149  1205.366234   
min              2017-11-23 00:00:00   117.310000   221.180000   114.490000   
25%              2019-08-22 18:00:00   556.407500   580.167500   534.072750   
50%              2021-05-21 12:00:00   798.577000   835.428500   761.561500   
75%              2023-02-20 06:00:00  1893.615000  1977.810000  1786.232500   
max              2024-11-19 00:00:00  6239.830000  6347.260000  5224.300000   
std                              NaN   943.040129   991.966578   892.967185   

             close  
count  2552.000000  
mean   1261.232679  
min     117.320000  
25%     556.147500  
50%     798.549000  
75%    1894.550000  
max    6250.680000  
std     943.115005  

Correlation matrix:


Summary statistics for ZEC:
                      date          open          high          low  \
count                 2945   2945.000000   2945.000000  2945.000000   
mean   2020-11-08 00:00:00    112.700735    126.345574   102.310747   
min    2016-10-28 00:00:00     18.131500     19.329200    15.795700   
25%    2018-11-03 00:00:00     37.819300     39.004900    36.599600   
50%    2020-11-08 00:00:00     62.550000     65.010000    59.940000   
75%    2022-11-14 00:00:00    139.820000    145.920000   132.390000   
max    2024-11-19 00:00:00  12001.000000  30000.000000  4000.000000   
std                    NaN    258.607813    577.774397   127.543148   

             close  
count  2945.000000  
mean    109.623935  
min      18.131500  
25%      37.818900  
50%      62.530000  
75%     139.560000  
max    5000.000000  
std     160.109978  

Correlation matrix:


Summary statistics for AR:
                      date         open         high          low        close
count                 1618  1618.000000  1618.000000  1618.000000  1618.000000
mean   2022-09-02 12:00:00    17.875986    19.009683    16.870784    17.886622
min    2020-06-16 00:00:00     1.256000     1.334000     1.173000     1.282000
25%    2021-07-25 06:00:00     6.549000     6.747865     6.291292     6.554470
50%    2022-09-02 12:00:00    10.899550    11.535500    10.141650    10.911100
75%    2023-10-11 18:00:00    26.889775    28.693575    25.463125    26.878225
max    2024-11-19 00:00:00    85.710000    91.020000    75.870000    85.710000
std                    NaN    15.898572    17.031364    14.904315    15.893896

Correlation matrix:


Summary statistics for CAKE:
                                date         open         high          low  \
count                           1512  1512.000000  1512.000000  1512.000000   
mean   2022-10-25 12:00:00.000000256     6.364514     6.680788     6.072596   
min              2020-09-30 00:00:00     0.222700     0.251200     0.192100   
25%              2021-10-12 18:00:00     1.859142     1.900618     1.815925   
50%              2022-10-25 12:00:00     3.592125     3.691610     3.456455   
75%              2023-11-07 06:00:00     7.926855     8.295613     7.651153   
max              2024-11-19 00:00:00    42.700000    47.460000    40.920000   
std                              NaN     7.086732     7.541959     6.703185   

             close  
count  1512.000000  
mean      6.365178  
min       0.222700  
25%       1.858720  
50%       3.591160  
75%       7.924478  
max      42.710000  
std       7.086480  

Correlation matrix:


Summary statistics for TRAC:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.464293    0.555828    0.423946   
min              2022-05-14 00:00:00    0.051016    0.055755    0.049788   
25%              2022-12-30 00:00:00    0.226452    0.237914    0.218729   
50%              2023-08-17 00:00:00    0.331588    0.357232    0.307368   
75%              2024-04-03 00:00:00    0.633781    0.677930    0.596928   
max              2024-11-19 00:00:00    5.782310    5.808610    1.413120   
std                              NaN    0.395724    0.606149    0.271299   

            close  
count  921.000000  
mean     0.448530  
min      0.051296  
25%      0.225949  
50%      0.328437  
75%      0.626411  
max      2.367930  
std      0.296983  

Correlation matrix:


Summary statistics for UNI:
                                date         open         high          low  \
count                           1525  1525.000000  1525.000000  1525.000000   
mean   2022-10-19 00:00:00.000000256    10.866899    11.372780    10.358610   
min              2020-09-17 00:00:00     1.946000     2.177000     1.768000   
25%              2021-10-03 00:00:00     5.552220     5.853390     5.354340   
50%              2022-10-19 00:00:00     6.920170     7.203820     6.683340   
75%              2023-11-04 00:00:00    12.424600    12.917400    11.573600   
max              2024-11-19 00:00:00    43.110000    44.980000    41.590000   
std                              NaN     8.424886     8.881641     7.955521   

             close  
count  1525.000000  
mean     10.870751  
min       1.946000  
25%       5.567540  
50%       6.917650  
75%      12.422800  
max      43.110000  
std       8.422497  

Correlation matrix:


Summary statistics for EGLD:
                      date         open         high          low        close
count                 1539  1539.000000  1539.000000  1539.000000  1539.000000
mean   2022-10-12 00:00:00    80.746600    84.742847    76.879731    80.749199
min    2020-09-03 00:00:00     6.938000     7.301000     6.224000     6.938000
25%    2021-09-22 12:00:00    33.262100    34.215850    32.345050    33.101200
50%    2022-10-12 00:00:00    48.582400    51.158000    47.225300    48.572400
75%    2023-10-31 12:00:00   104.165000   113.260000    95.555000   104.165000
max    2024-11-19 00:00:00   490.940000   543.460000   467.980000   490.940000
std                    NaN    76.260786    80.875751    72.012287    76.247105

Correlation matrix:


Summary statistics for DASH:
                      date         open         high          low        close
count                 3869  3869.000000  3869.000000  3869.000000  3869.000000
mean   2019-08-04 00:00:00   103.781596   108.570217    98.664067   103.791053
min    2014-04-18 00:00:00     0.650000     0.650000     0.650000     0.650000
25%    2016-12-10 00:00:00    12.400000    13.460000    12.000000    12.550000
50%    2019-08-04 00:00:00    55.670000    57.952400    53.250000    55.670000
75%    2022-03-28 00:00:00   126.050000   132.566000   120.160000   126.038000
max    2024-11-19 00:00:00  1433.410000  1547.230000  1276.000000  1433.410000
std                    NaN   154.714372   163.542357   144.491241   154.706539

Correlation matrix:


Summary statistics for WOO:
                      date         open         high          low        close
count                 1044  1044.000000  1044.000000  1044.000000  1044.000000
mean   2023-06-16 12:00:00     0.265340     0.278177     0.252723     0.264648
min    2022-01-11 00:00:00     0.105593     0.109560     0.100523     0.105593
25%    2022-09-28 18:00:00     0.170968     0.177387     0.164024     0.170724
50%    2023-06-16 12:00:00     0.209875     0.219488     0.202804     0.209918
75%    2024-03-03 06:00:00     0.318678     0.329722     0.306029     0.318569
max    2024-11-19 00:00:00     1.047390     1.064320     0.966533     1.047420
std                    NaN     0.145755     0.154768     0.136342     0.144332

Correlation matrix:


Summary statistics for RSR:
                      date        open        high         low       close
count                  911  911.000000  911.000000  911.000000  911.000000
mean   2023-08-22 00:00:00    0.004701    0.004944    0.004480    0.004701
min    2022-05-24 00:00:00    0.001679    0.001718    0.001611    0.001680
25%    2023-01-06 12:00:00    0.002788    0.002861    0.002666    0.002788
50%    2023-08-22 00:00:00    0.004336    0.004546    0.004122    0.004322
75%    2024-04-05 12:00:00    0.006338    0.006672    0.006064    0.006342
max    2024-11-19 00:00:00    0.012752    0.013867    0.010922    0.012795
std                    NaN    0.002156    0.002339    0.002015    0.002158

Correlation matrix:


Summary statistics for XEC:
                      date         open         high          low        close
count                 1147  1147.000000  1147.000000  1147.000000  1147.000000
mean   2023-04-26 00:00:00     0.000052     0.000054     0.000050     0.000052
min    2021-09-30 00:00:00     0.000020     0.000020     0.000019     0.000020
25%    2022-07-13 12:00:00     0.000030     0.000031     0.000029     0.000030
50%    2023-04-26 00:00:00     0.000036     0.000037     0.000035     0.000036
75%    2024-02-06 12:00:00     0.000050     0.000052     0.000048     0.000050
max    2024-11-19 00:00:00     0.000252     0.000256     0.000240     0.000252
std                    NaN     0.000041     0.000042     0.000039     0.000040

Correlation matrix:


Summary statistics for SNX:
                      date         open         high          low        close
count                 1022  1022.000000  1022.000000  1022.000000  1022.000000
mean   2023-06-27 12:00:00     2.757789     2.884784     2.638203     2.753812
min    2022-02-02 00:00:00     1.211370     1.302660     1.087150     1.211370
25%    2022-10-15 06:00:00     1.998390     2.051623     1.943728     1.993475
50%    2023-06-27 12:00:00     2.529585     2.630485     2.414855     2.525710
75%    2024-03-08 18:00:00     3.253265     3.399787     3.083642     3.243947
max    2024-11-19 00:00:00     7.789340     8.181270     7.193880     7.790340
std                    NaN     1.091947     1.159229     1.025970     1.088624

Correlation matrix:


Summary statistics for CFX:
                                date        open        high         low  \
count                            921  921.000000  921.000000  921.000000   
mean   2023-08-17 00:00:00.000000256    0.159935    0.168319    0.152580   
min              2022-05-14 00:00:00    0.021989    0.022287    0.021691   
25%              2022-12-30 00:00:00    0.060814    0.064909    0.057301   
50%              2023-08-17 00:00:00    0.156419    0.163284    0.148706   
75%              2024-04-03 00:00:00    0.209789    0.220701    0.200716   
max              2024-11-19 00:00:00    0.511269    0.549895    0.499855   
std                              NaN    0.101128    0.107326    0.095698   

            close  
count  921.000000  
mean     0.159981  
min      0.021889  
25%      0.060805  
50%      0.156495  
75%      0.209789  
max      0.511169  
std      0.101026  

Correlation matrix:


Summary statistics for OSMO:
                                date        open        high         low  \
count                            917  917.000000  917.000000  917.000000   
mean   2023-08-18 12:03:55.550708736    0.857545    0.889000    0.833415   
min              2022-05-15 00:00:00    0.224990    0.234044    0.223999   
25%              2023-01-02 00:00:00    0.509394    0.525421    0.496767   
50%              2023-08-19 00:00:00    0.802880    0.827203    0.782336   
75%              2024-04-04 00:00:00    1.128110    1.172540    1.102200   
max              2024-11-19 00:00:00    1.888610    4.581050    1.835340   
std                              NaN    0.406384    0.440073    0.392636   

            close  
count  917.000000  
mean     0.855970  
min      0.225690  
25%      0.510103  
50%      0.802313  
75%      1.126200  
max      1.889990  
std      0.405311  

Correlation matrix:


Summary statistics for SHIB:
                      date         open         high          low        close
count                 1247  1247.000000  1247.000000  1247.000000  1247.000000
mean   2023-03-07 00:00:00     0.000016     0.000016     0.000015     0.000016
min    2021-06-22 00:00:00     0.000006     0.000006     0.000005     0.000006
25%    2022-04-29 12:00:00     0.000009     0.000009     0.000008     0.000009
50%    2023-03-07 00:00:00     0.000011     0.000012     0.000011     0.000011
75%    2024-01-12 12:00:00     0.000021     0.000022     0.000020     0.000021
max    2024-11-19 00:00:00     0.000079     0.000089     0.000067     0.000079
std                    NaN     0.000010     0.000011     0.000009     0.000010

Correlation matrix:


Summary statistics for CRO:
                      date         open         high          low        close
count                 2076  2076.000000  2076.000000  2076.000000  2076.000000
mean   2022-01-16 12:00:00     0.128507     0.133679     0.123630     0.128557
min    2019-03-16 00:00:00     0.026020     0.026390     0.024510     0.026020
25%    2020-08-15 18:00:00     0.061881     0.063710     0.059730     0.061858
50%    2022-01-16 12:00:00     0.087988     0.091224     0.084959     0.087859
75%    2023-06-19 06:00:00     0.144826     0.149250     0.140311     0.144990
max    2024-11-19 00:00:00     0.893000     0.988800     0.822900     0.895000
std                    NaN     0.119871     0.126156     0.113571     0.119880

Correlation matrix:


Summary statistics for APE:
                      date        open        high         low       close
count                  979  979.000000  979.000000  979.000000  979.000000
mean   2023-07-19 00:00:00    3.431038    3.624091    3.259926    3.423317
min    2022-03-17 00:00:00    0.548104    0.577052    0.479962    0.548104
25%    2022-11-16 12:00:00    1.289100    1.328625    1.234505    1.285000
50%    2023-07-19 00:00:00    2.094590    2.159060    2.017620    2.086940
75%    2024-03-19 12:00:00    4.693975    4.853425    4.485030    4.684335
max    2024-11-19 00:00:00   25.917700   27.592800   19.111500   25.892300
std                    NaN    3.179345    3.499295    2.939413    3.175323

Correlation matrix:


Summary statistics for NEXO:
                                date         open         high          low  \
count                           2374  2374.000000  2374.000000  2374.000000   
mean   2021-08-20 12:00:00.000000256     0.842365     0.876481     0.805403   
min              2018-05-22 00:00:00     0.046890     0.048740     0.037140   
25%              2020-01-05 06:00:00     0.114425     0.120800     0.108975   
50%              2021-08-20 12:00:00     0.660848     0.680170     0.641555   
75%              2023-04-05 18:00:00     1.235152     1.268083     1.197737   
max              2024-11-19 00:00:00     4.013000     4.147000     3.788000   
std                              NaN     0.828381     0.865364     0.785271   

             close  
count  2374.000000  
mean      0.842766  
min       0.046890  
25%       0.114425  
50%       0.660851  
75%       1.234997  
max       4.012000  
std       0.828332  

Correlation matrix:


Summary statistics for DOT:
                                date         open         high          low  \
count                           1549  1549.000000  1549.000000  1549.000000   
mean   2022-10-05 16:23:33.040671488    12.589762    13.132073    11.979223   
min              2020-08-21 00:00:00     2.913000     3.011000     2.820000   
25%              2021-09-12 00:00:00     5.227000     5.362390     5.080000   
50%              2022-10-07 00:00:00     6.864290     7.066750     6.621250   
75%              2023-10-29 00:00:00    17.857100    18.485500    16.840000   
max              2024-11-19 00:00:00    53.890000    55.070000    52.220000   
std                              NaN    11.249418    11.815253    10.590728   

             close  
count  1549.000000  
mean     12.591008  
min       2.957000  
25%       5.230830  
50%       6.882420  
75%      17.868900  
max      53.890000  
std      11.247991  

Correlation matrix:


Summary statistics for DAI:
                                date         open         high          low  \
count                           1712  1712.000000  1712.000000  1712.000000   
mean   2022-07-03 07:51:01.682243072     1.001434     1.005393     0.998858   
min              2017-12-27 00:00:00     0.778917     0.987825     0.720637   
25%              2021-05-12 18:00:00     0.999680     1.000760     0.997723   
50%              2022-07-17 12:00:00     1.000030     1.001765     0.999180   
75%              2023-09-18 06:00:00     1.001000     1.003185     0.999940   
max              2024-11-19 00:00:00     1.042000     1.520310     1.028000   
std                              NaN     0.007783     0.018865     0.011925   

             close  
count  1712.000000  
mean      1.001572  
min       0.934961  
25%       0.999660  
50%       1.000020  
75%       1.001000  
max       1.042000  
std       0.005424  

Correlation matrix:


Summary statistics for ADA:
                      date         open         high          low        close
count                 2517  2517.000000  2517.000000  2517.000000  2517.000000
mean   2021-06-10 00:00:00     0.472265     0.491440     0.451010     0.472319
min    2017-12-30 00:00:00     0.023750     0.026530     0.018710     0.023750
25%    2019-09-20 00:00:00     0.086720     0.090250     0.082900     0.086720
50%    2021-06-10 00:00:00     0.324754     0.337077     0.313252     0.324674
75%    2023-03-01 00:00:00     0.527525     0.548357     0.506542     0.528559
max    2024-11-19 00:00:00     3.012000     3.097000     2.906000     3.013000
std                    NaN     0.542763     0.565675     0.516553     0.542752

Correlation matrix:


Summary statistics for XDC:
                                date         open         high          low  \
count                           1532  1532.000000  1532.000000  1532.000000   
mean   2022-10-06 05:42:08.459529984     0.045643     0.047546     0.044018   
min              2020-04-02 00:00:00     0.000615     0.000722     0.000610   
25%              2021-09-27 18:00:00     0.028123     0.028765     0.027513   
50%              2022-10-15 12:00:00     0.037591     0.038687     0.036472   
75%              2023-11-02 06:00:00     0.055004     0.057083     0.053265   
max              2024-11-19 00:00:00     0.182300     0.195200     0.172100   
std                              NaN     0.029793     0.031799     0.028254   

             close  
count  1532.000000  
mean      0.045664  
min       0.000615  
25%       0.028146  
50%       0.037584  
75%       0.055080  
max       0.182300  
std       0.029746  

Correlation matrix:


Summary statistics for IOTX:
                      date         open         high          low        close
count                 2364  2364.000000  2364.000000  2364.000000  2364.000000
mean   2021-08-25 12:00:00     0.030194     0.032076     0.028688     0.030134
min    2018-06-01 00:00:00     0.001652     0.001845     0.001513     0.001652
25%    2020-01-12 18:00:00     0.008244     0.008694     0.007890     0.008242
50%    2021-08-25 12:00:00     0.022574     0.023304     0.021808     0.022575
75%    2023-04-08 06:00:00     0.040124     0.041750     0.038449     0.040131
max    2024-11-19 00:00:00     0.237200     0.295000     0.202000     0.237200
std                    NaN     0.030333     0.033133     0.028201     0.030151

Correlation matrix:


Summary statistics for LINK:
                                date         open         high          low  \
count                           2608  2608.000000  2608.000000  2608.000000   
mean   2021-04-24 03:59:37.914110464     9.441602     9.854884     8.998008   
min              2017-09-28 00:00:00     0.148400     0.167200     0.126500   
25%              2019-07-11 18:00:00     1.790250     1.869750     1.705500   
50%              2021-04-23 12:00:00     7.027790     7.265290     6.805035   
75%              2023-02-06 06:00:00    14.327650    14.871525    13.765975   
max              2024-11-19 00:00:00    50.300000    52.970000    46.640000   
std                              NaN     9.200772     9.656547     8.674044   

             close  
count  2608.000000  
mean      9.446782  
min       0.146800  
25%       1.790000  
50%       7.030320  
75%      14.336725  
max      50.300000  
std       9.198911  

Correlation matrix:


Summary statistics for BNB:
                      date         open         high          low        close
count                 2630  2630.000000  2630.000000  2630.000000  2630.000000
mean   2021-04-14 12:00:00   206.318406   212.074602   200.192903   206.552595
min    2017-09-08 00:00:00     0.698600     0.716600     0.648100     0.688200
25%    2019-06-27 06:00:00    15.870000    16.447500    15.325000    15.932500
50%    2021-04-14 12:00:00   215.086000   218.967000   212.581000   215.351000
75%    2023-01-31 18:00:00   330.719000   339.105250   321.693750   331.009500
max    2024-11-19 00:00:00   706.974000   721.547000   692.162000   707.174000
std                    NaN   204.869988   210.207341   198.933867   204.981980

Correlation matrix:


Summary statistics for GALA:
                      date         open         high          low        close
count                 1147  1147.000000  1147.000000  1147.000000  1147.000000
mean   2023-04-26 00:00:00     0.079093     0.084123     0.074495     0.079011
min    2021-09-30 00:00:00     0.012655     0.013033     0.001268     0.003380
25%    2022-07-13 12:00:00     0.023980     0.025055     0.023091     0.023967
50%    2023-04-26 00:00:00     0.039193     0.040636     0.037201     0.039161
75%    2024-02-06 12:00:00     0.062082     0.064482     0.057948     0.061831
max    2024-11-19 00:00:00     0.723950     0.841960     0.654270     0.723250
std                    NaN     0.112515     0.121434     0.104332     0.112521

Correlation matrix:


Summary statistics for ROSE:
                      date         open         high          low        close
count                 1449  1449.000000  1449.000000  1449.000000  1449.000000
mean   2022-11-26 00:00:00     0.109406     0.116035     0.103421     0.109427
min    2020-12-02 00:00:00     0.033913     0.034582     0.033373     0.033873
25%    2021-11-29 00:00:00     0.054700     0.056841     0.052252     0.054702
50%    2022-11-26 00:00:00     0.072470     0.077206     0.068938     0.072580
75%    2023-11-23 00:00:00     0.128900     0.137700     0.123029     0.128831
max    2024-11-19 00:00:00     0.568951     0.598219     0.553941     0.567210
std                    NaN     0.084757     0.091589     0.078802     0.084722

Correlation matrix:


Summary statistics for TUSD:
                      date         open         high          low        close
count                 2176  2176.000000  2176.000000  2176.000000  2176.000000
mean   2021-11-27 12:00:00     1.000194     1.004103     0.996881     1.000194
min    2018-12-06 00:00:00     0.958370     0.974876     0.922000     0.958470
25%    2020-06-01 18:00:00     0.999300     1.000150     0.996000     0.999300
50%    2021-11-27 12:00:00     1.000000     1.001000     0.998450     1.000000
75%    2023-05-25 06:00:00     1.000293     1.006000     0.999600     1.000305
max    2024-11-19 00:00:00     1.040000     1.204760     1.020000     1.040000
std                    NaN     0.004571     0.009619     0.005880     0.004549

Correlation matrix:


Summary statistics for LTC:
                                date         open         high          low  \
count                           4043  4043.000000  4043.000000  4043.000000   
mean   2019-05-07 10:19:01.528568064    64.402745    66.976428    61.632194   
min              2013-10-24 00:00:00     1.120000     1.340000     1.120000   
25%              2016-07-30 12:00:00     7.685000     8.210000     7.485000   
50%              2019-05-07 00:00:00    56.965100    58.820000    54.930000   
75%              2022-02-10 12:00:00    86.710850    89.570350    83.725000   
max              2024-11-19 00:00:00   372.220000   413.570000   345.840000   
std                              NaN    60.585981    63.698424    57.195391   

             close  
count  4043.000000  
mean     64.423966  
min       1.120000  
25%       7.700000  
50%      57.011100  
75%      86.710850  
max     372.250000  
std      60.581736  

Correlation matrix:


Summary statistics for SOL:
                                date         open         high          low  \
count                           1685  1685.000000  1685.000000  1685.000000   
mean   2022-07-31 00:00:00.000000256    64.688835    67.431147    61.927560   
min              2020-04-10 00:00:00     0.518300     0.558100     0.514500   
25%              2021-06-05 00:00:00    16.040000    16.935200    15.198600   
50%              2022-07-31 00:00:00    33.290000    34.640800    32.056700   
75%              2023-09-25 00:00:00   112.842000   119.680000   109.802000   
max              2024-11-19 00:00:00   258.630000   259.950000   245.900000   
std                              NaN    64.239584    66.662168    61.641412   

             close  
count  1685.000000  
mean     64.819632  
min       0.518300  
25%      16.092500  
50%      33.290100  
75%     113.172000  
max     258.630000  
std      64.347350  

Correlation matrix:


Summary statistics for ZRX:
                      date        open        high         low       close
count                  944  944.000000  944.000000  944.000000  944.000000
mean   2023-08-05 12:00:00    0.328616    0.344216    0.314515    0.328295
min    2022-04-21 00:00:00    0.147725    0.150840    0.145537    0.147626
25%    2022-12-12 18:00:00    0.222845    0.230499    0.215976    0.222507
50%    2023-08-05 12:00:00    0.296338    0.307928    0.286428    0.296480
75%    2024-03-28 06:00:00    0.366349    0.382826    0.352534    0.365920
max    2024-11-19 00:00:00    1.361320    1.441890    1.285530    1.363420
std                    NaN    0.163818    0.178431    0.151532    0.163823

Correlation matrix:


Summary statistics for OKB:
                                date         open         high          low  \
count                           2385  2385.000000  2385.000000  2385.000000   
mean   2021-08-15 00:00:00.000000256    20.111681    20.691900    19.556225   
min              2018-05-11 00:00:00     0.583700     0.591800     0.563800   
25%              2019-12-28 00:00:00     3.801000     3.967000     3.662000   
50%              2021-08-15 00:00:00    15.339400    15.790000    14.858700   
75%              2023-04-03 00:00:00    39.203500    39.894200    38.084700   
max              2024-11-19 00:00:00    72.096000    73.896900    66.955400   
std                              NaN    18.458832    18.873042    18.062672   

             close  
count  2385.000000  
mean     20.128412  
min       0.583700  
25%       3.808000  
50%      15.361500  
75%      39.213100  
max      71.995300  
std      18.459946  

Correlation matrix:


Summary statistics for DOGE:
                      date         open         high          low        close
count                 3064  3064.000000  3064.000000  3064.000000  3064.000000
mean   2020-09-09 12:00:00     0.060366     0.063484     0.057374     0.060485
min    2016-07-01 00:00:00     0.000121     0.000200     0.000121     0.000150
25%    2018-08-05 18:00:00     0.002418     0.002512     0.002305     0.002421
50%    2020-09-09 12:00:00     0.005348     0.005609     0.005034     0.005391
75%    2022-10-15 06:00:00     0.086204     0.090280     0.083543     0.086174
max    2024-11-19 00:00:00     0.678700     0.739000     0.606600     0.678400
std                    NaN     0.085784     0.091835     0.079889     0.085970

Correlation matrix:


Summary statistics for MATIC:
                      date         open         high          low        close
count                 2031  2031.000000  2031.000000  2031.000000  2031.000000
mean   2022-02-08 00:00:00     0.645609     0.674140     0.616909     0.645764
min    2019-04-30 00:00:00     0.003148     0.003518     0.003024     0.003148
25%    2020-09-18 12:00:00     0.021540     0.022825     0.020515     0.021555
50%    2022-02-08 00:00:00     0.625870     0.655866     0.600925     0.625795
75%    2023-06-30 12:00:00     0.981956     1.013165     0.938355     0.980271
max    2024-11-19 00:00:00     2.861430     2.924460     2.713540     2.862430
std                    NaN     0.581981     0.611643     0.551817     0.581785

Correlation matrix:


In [6]:
Out[6]:
<function __main__.plot_crypto(data, ticker, visualization_type)>
In [14]:
In [13]:
Returns
In [17]:
In [37]:
# Highest Volitility
Out[37]:
<function __main__.plot_visualization(visualization_type)>
In [38]:
Out[38]:
<function __main__.plot_visualization(visualization_type)>
In [ ]: